Visual Tracking on LasHeR

Metric: Precision (higher is better)

LeaderboardDataset

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	FlexTrack	77.3	No	-	-	-
2	SUTrack-L384	76.9	No	SUTrack: Towards Simple and Unified Single Objec...	2024-12-26	Code
3	SeqTrackv2-L384	76.7	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
4	PromptTrack	76.2	No	-	-	-
5	STTrack	76	No	Exploiting Multimodal Spatial-temporal Patterns ...	2024-12-20	Code
6	TPF	75.1	No	Breaking Shallow Limits: Task-Driven Pixel Fusio...	2025-03-14	-
7	AINet-B384	74.2	No	RGBT Tracking via All-layer Multimodal Interacti...	2024-08-16	-
8	APTrack	74.1	No	Adaptive Perception for Unified Visual Multi-mod...	2025-02-10	-
9	SeqTrackv2-L256	74.1	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
10	CFBT	73.2	No	Cross Fusion RGB-T Tracking with Bi-directional ...	2024-08-30	-
11	CKD	73.2	No	Breaking Modality Gap in RGBT Tracking: Coupled ...	2024-10-15	Code
12	MST	73	No	-	-	-
13	MambaVT-S256	73	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
14	MambaVT-M256	72.7	No	MambaVT: Spatio-Temporal Contextual Modeling for...	2024-08-15	Code
15	MoETrack	72.1	No	Revisiting RGBT Tracking Benchmarks from the Per...	2024-04-30	Code
16	MPLT	72	No	RGB-T Tracking via Multi-Modal Mutual Prompt Lea...	2023-08-31	Code
17	CSTNet	71.5	No	Transformer-based RGB-T Tracking with Channel an...	2024-05-06	Code
18	SeqTrackv2-B384	71.5	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
19	MMMP	71.4	No	From Two-Stream to One-Stream: Efficient RGB-T T...	2024-03-25	-
20	GMMT	70.7	No	Generative-based Fusion Mechanism for Multi-Moda...	2023-09-04	Code
21	SeqTrackv2-B256	70.4	No	Unified Sequence-to-Sequence Learning for Single...	2023-04-27	Code
22	AFter	70.3	No	AFter: Attention-based Fusion Router for RGBT Tr...	2024-05-04	Code
23	TBSI	70.2	No	-	-	Code
24	BAT	70.2	No	Bi-directional Adapter for Multi-modal Tracking	2023-12-17	Code
25	TATrack	70.2	No	Temporal Adaptive RGBT Tracking with Modality Pr...	2024-01-02	-
26	CAFormer	70	No	Cross-modulated Attention Transformer for RGBT T...	2024-08-05	-
27	STMT	67.4	No	Transformer RGBT Tracking with Spatio-Temporal M...	2024-01-03	-
28	M3PT	67.3	No	Middle Fusion and Multi-Stage, Multi-Form Prompt...	2024-03-27	-
29	OneTracker	67.2	No	OneTracker: Unifying Visual Object Tracking with...	2024-03-14	-
30	Un-Track	66.7	No	Single-Model and Any-Modality for Video Object T...	2023-11-27	Code
31	SDSTrack	66.5	No	SDSTrack: Self-Distillation Symmetric Adapter Le...	2024-03-24	Code
32	ViPT	65.1	No	Visual Prompt Multi-Modal Tracking	2023-03-20	Code
33	CMD	59	No	-	-	-
34	ProTrack	50.9	No	Prompting for Multi-Modal Tracking	2022-07-29	-
35	APFNet	50	No	-	-	Code
36	DMCNet	49	No	Duality-Gated Mutual Condition Network for RGBT ...	2020-11-14	-
37	MANet++	46.7	No	RGBT Tracking via Multi-Adapter Network with Hie...	2020-11-14	-
38	CAT	45	No	Challenge-Aware RGBT Tracking	2020-07-26	-
39	mfDiMP	44.7	No	Multi-Modal Fusion for End-to-End RGB-T Tracking	2019-08-30	Code

#1FlexTrack
77.3
Precision
No paper
#2SUTrack-L384SOTA
76.9
Precision· 2024-12-26
SUTrack: Towards Simple and Unified Single Object Tracking Code
#3SeqTrackv2-L384SOTA
76.7
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#4PromptTrack
76.2
Precision
No paper
#5STTrack
76
Precision· 2024-12-20
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking Code
#6TPF
75.1
Precision· 2025-03-14
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking
#7AINet-B384
74.2
Precision· 2024-08-16
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba
#8APTrack
74.1
Precision· 2025-02-10
Adaptive Perception for Unified Visual Multi-modal Object Tracking
#9SeqTrackv2-L256
74.1
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#10CFBT
73.2
Precision· 2024-08-30
Cross Fusion RGB-T Tracking with Bi-directional Adapter
#11CKD
73.2
Precision· 2024-10-15
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation Code
#12MST
73
Precision
No paper
#13MambaVT-S256
73
Precision· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#14MambaVT-M256
72.7
Precision· 2024-08-15
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking Code
#15MoETrack
72.1
Precision· 2024-04-30
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method Code
#16MPLT
72
Precision· 2023-08-31
RGB-T Tracking via Multi-Modal Mutual Prompt Learning Code
#17CSTNet
71.5
Precision· 2024-05-06
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion Code
#18SeqTrackv2-B384
71.5
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#19MMMP
71.4
Precision· 2024-03-25
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation
#20GMMT
70.7
Precision· 2023-09-04
Generative-based Fusion Mechanism for Multi-Modal Tracking Code
#21SeqTrackv2-B256
70.4
Precision· 2023-04-27
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking Code
#22AFter
70.3
Precision· 2024-05-04
AFter: Attention-based Fusion Router for RGBT Tracking Code
#23TBSI
70.2
Precision
No paperCode
#24BAT
70.2
Precision· 2023-12-17
Bi-directional Adapter for Multi-modal Tracking Code
#25TATrack
70.2
Precision· 2024-01-02
Temporal Adaptive RGBT Tracking with Modality Prompt
#26CAFormer
70
Precision· 2024-08-05
Cross-modulated Attention Transformer for RGBT Tracking
#27STMT
67.4
Precision· 2024-01-03
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens
#28M3PT
67.3
Precision· 2024-03-27
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking
#29OneTracker
67.2
Precision· 2024-03-14
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning
#30Un-Track
66.7
Precision· 2023-11-27
Single-Model and Any-Modality for Video Object Tracking Code
#31SDSTrack
66.5
Precision· 2024-03-24
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking Code
#32ViPTSOTA
65.1
Precision· 2023-03-20
Visual Prompt Multi-Modal Tracking Code
#33CMD
59
Precision
No paper
#34ProTrackSOTA
50.9
Precision· 2022-07-29
Prompting for Multi-Modal Tracking
#35APFNet
50
Precision
No paperCode
#36DMCNetSOTA
49
Precision· 2020-11-14
Duality-Gated Mutual Condition Network for RGBT Tracking
#37MANet++
46.7
Precision· 2020-11-14
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss
#38CATSOTA
45
Precision· 2020-07-26
Challenge-Aware RGBT Tracking
#39mfDiMPSOTA
44.7
Precision· 2019-08-30
Multi-Modal Fusion for End-to-End RGB-T Tracking Code